Combined x Invalid tool call Ranking

See which AI models are most likely to hit Invalid tool call on Combined, so you can spot weak points faster. Sort by: Tests Correct ↑.

Models Shown

Total Failures

Most Affected Model

Failure Reasons

Invalid tool call96 Wrong answer71 No answer33 API error26 Timed out5 Did not follow instructions1 Extra formatting1

Categories

Combined96 Tool Calling9

80/80

Rank	Model	Company	Invalid tool call Count	Category Score	Total Cost	Tests Correct	Response Time (avg)
#107	MiMo-V2.5 medium	Xiaomi	1	8.7	$0.082	1/2	78.0s
Total Tests 2 Wrong Tests 1 Total Cost $0.082 Response Time (avg) 78.0s
#108	Laguna XS 2.1 medium	Poolside	1	6.3	$0.068	1/2	218.1s
Total Tests 2 Wrong Tests 1 Total Cost $0.068 Response Time (avg) 218.1s
#114	Ring-2.6-1T medium	Inclusionai	1	7.3	$0.103	1/2	257.3s
Total Tests 2 Wrong Tests 1 Total Cost $0.103 Response Time (avg) 257.3s
#120	Qwen3.5-Flash medium	Qwen	1	6.4	$0.139	1/2	266.6s
Total Tests 2 Wrong Tests 1 Total Cost $0.139 Response Time (avg) 266.6s
#127	gpt-oss-120b medium	OpenAI	1	6.5	$0.019	1/2	24.0s
Total Tests 2 Wrong Tests 1 Total Cost $0.019 Response Time (avg) 24.0s

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